Which distributed tracing tools currently offer the best native support for OpenTelemetry without vendor lock-in or exorbitant data ingestion costs?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Which distributed tracing tools currently offer the best native support for OpenTelemetry without vendor lock-in or exorbitant data ingestion costs?
1 real search · 1 real-search pass
2026 2026 OpenTelemetry tracing backend comparison Grafana Tempo Jaeger SigNoz Uptrace HyperDX pricing ingestion OTLP self hostedGoogle ↗
OBSERVEDComparison
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (1)
Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT1 real searches · gpt-6
2026 2026 OpenTelemetry tracing backend comparison Grafana Tempo Jaeger SigNoz Uptrace HyperDX pricing ingestion OTLP self hosted Google ↗
- Official website · grafana.com
- Grafana Tempo · grafana.com
- Set up for tracing · grafana.com
- Official website · jaegertracing.io
- Architecture · jaegertracing.io
- Storage Backends · jaegertracing.io
- Official website · signoz.io
- SigNoz · signoz.io
- Self-Hosted Ingestion Overview · signoz.io
- Official website · clickhouse.com
- GitHub - ClickHouse/ClickStack: ClickStack - the open-source observability stack for OpenTelemetry at scale · github.com
- GitHub - ClickHouse/ClickStack: ClickStack - the open-source observability stack for OpenTelemetry at scale · github.com
- HyperDX - Affordable full-stack production debugging & monitoring. · hyperdx.io
- Official website · uptrace.dev
- Open Source Distributed Tracing Tools for Microservices · uptrace.dev
- 13 Best OpenTelemetry Tools in 2026 (Ranked and Compared) · middleware.io
- Official website · openobserve.ai
- OpenObserve Pricing | Pay per GB, No Per-Host or Seat Fees · openobserve.ai
- OpenTelemetry Tracing SDKs · openobserve-website-preview.openobserve.ai